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Wang Z, Wang W, Li W, Yang R, Li Y, Zhang L, Zhang M, Li X. Effects of Near-Freezing Temperature Combined with Jujube Polysaccharides Treatment on Proteomic Analysis of 'Diaogan' Apricot ( Prunus armeniaca L.). Foods 2023; 12:4504. [PMID: 38137308 PMCID: PMC10742872 DOI: 10.3390/foods12244504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 12/14/2023] [Accepted: 12/15/2023] [Indexed: 12/24/2023] Open
Abstract
This study involved the extraction of polysaccharides from jujube for application in apricot storage. Although near-freezing temperature (NFT) storage is commonly employed for preserving fresh fruit, its effectiveness is somewhat limited. Incorporating jujube polysaccharides was proposed to augment the preservative effect on apricots. Our findings demonstrated that the combined use of NFT and jujube polysaccharides can maintain fruit color, and effectively inhibit decay. Additionally, Tandem Mass Tag (TMT) quantitative proteomic technology was utilized to analyze protein variations in 'Diaogan' apricots during storage. This dual approach not only markedly lowered the activity of polyphenol cell wall-degrading enzymes (p < 0.05) but also revealed 1054 differentially expressed proteins (DEPs), which are related to sugar and energy metabolism, stress response and defense, lipid metabolism, and cell wall degradation. The changes in DEPs indicated that the combined use of NFT and jujube polysaccharides could accelerate the conversion of malic acid to oxaloacetic acid and regulate antioxidant ability, potentially extending the storage lifespan of apricot fruit.
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Affiliation(s)
| | - Wei Wang
- College of Food Science and Pharmacy, Xinjiang Agricultural University, Urumqi 830052, China
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Chien HJ, Zheng YF, Wang WC, Kuo CY, Hsu YM, Lai CC. Determination of adulteration, geographical origins, and species of food by mass spectrometry. MASS SPECTROMETRY REVIEWS 2023; 42:2273-2323. [PMID: 35652168 DOI: 10.1002/mas.21780] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 04/07/2022] [Accepted: 04/12/2022] [Indexed: 06/15/2023]
Abstract
Food adulteration, mislabeling, and fraud, are rising global issues. Therefore, a number of precise and reliable analytical instruments and approaches have been proposed to ensure the authenticity and accurate labeling of food and food products by confirming that the constituents of foodstuffs are of the kind and quality claimed by the seller and manufacturer. Traditional techniques (e.g., genomics-based methods) are still in use; however, emerging approaches like mass spectrometry (MS)-based technologies are being actively developed to supplement or supersede current methods for authentication of a variety of food commodities and products. This review provides a critical assessment of recent advances in food authentication, including MS-based metabolomics, proteomics and other approaches.
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Affiliation(s)
- Han-Ju Chien
- Institute of Molecular Biology, National Chung Hsing University, Taichung, Taiwan
| | - Yi-Feng Zheng
- Institute of Molecular Biology, National Chung Hsing University, Taichung, Taiwan
| | - Wei-Chen Wang
- Institute of Molecular Biology, National Chung Hsing University, Taichung, Taiwan
| | - Cheng-Yu Kuo
- Institute of Molecular Biology, National Chung Hsing University, Taichung, Taiwan
| | - Yu-Ming Hsu
- Institute of Molecular Biology, National Chung Hsing University, Taichung, Taiwan
| | - Chien-Chen Lai
- Institute of Molecular Biology, National Chung Hsing University, Taichung, Taiwan
- Graduate Institute of Chinese Medical Science, China Medical University, Taichung, Taiwan
- Advanced Plant Biotechnology Center, National Chung Hsing University, Taichung, Taiwan
- Ph.D. Program in Translational Medicine, National Chung Hsing University, Taichung, Taiwan
- Rong Hsing Research Center For Translational Medicine, National Chung Hsing University, Taichung, Taiwan
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3
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Boeckx J, Pols S, Hertog MLATM, Nicolaï BM. Regulation of the Central Carbon Metabolism in Apple Fruit Exposed to Postharvest Low-Oxygen Stress. FRONTIERS IN PLANT SCIENCE 2019; 10:1384. [PMID: 31737012 PMCID: PMC6831743 DOI: 10.3389/fpls.2019.01384] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2019] [Accepted: 10/07/2019] [Indexed: 05/07/2023]
Abstract
After harvest, fruit remain metabolically active and continue to ripen. The main goal of postharvest storage is to slow down the metabolic activity of the detached fruit. In many cases, this is accomplished by storing fruit at low temperature in combination with low oxygen (O2) and high carbon dioxide (CO2) partial pressures. However, altering the normal atmospheric conditions is not without any risk and can induce low-O2 stress. This review focuses on the central carbon metabolism of apple fruit during postharvest storage, both under normal O2 conditions and under low-O2 stress conditions. While the current review is focused on apple fruit, most research on the central carbon metabolism, low-O2 stress, and O2 sensing has been done on a range of different model plants (e.g., Arabidopsis, potato, rice, and maize) using various plant organs (e.g., seedlings, tubers, roots, and leaves). This review pulls together this information from the various sources into a coherent overview to facilitate the research on the central carbon metabolism in apple fruit exposed to postharvest low-O2 stress.
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Affiliation(s)
| | | | | | - Bart M. Nicolaï
- KU Leuven, BIOSYST-MeBioS, Leuven, Belgium
- Flanders Centre of Postharvest Technology, Leuven, Belgium
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Salzano AM, Renzone G, Sobolev AP, Carbone V, Petriccione M, Capitani D, Vitale M, Novi G, Zambrano N, Pasquariello MS, Mannina L, Scaloni A. Unveiling Kiwifruit Metabolite and Protein Changes in the Course of Postharvest Cold Storage. FRONTIERS IN PLANT SCIENCE 2019; 10:71. [PMID: 30778366 PMCID: PMC6369206 DOI: 10.3389/fpls.2019.00071] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Accepted: 01/17/2019] [Indexed: 05/07/2023]
Abstract
Actinidia deliciosa cv. Hayward fruit is renowned for its micro- and macronutrients, which vary in their levels during berry physiological development and postharvest processing. In this context, we have recently described metabolic pathways/molecular effectors in fruit outer endocarp characterizing the different stages of berry physiological maturation. Here, we report on the kiwifruit postharvest phase through an integrated approach consisting of pomological analysis combined with NMR/LC-UV/ESI-IT-MSn- and 2D-DIGE/nanoLC-ESI-LIT-MS/MS-based proteometabolomic measurements. Kiwifruit samples stored under conventional, cold-based postharvest conditions not involving the use of dedicated chemicals were sampled at four stages (from fruit harvest to pre-commercialization) and analyzed in comparison for pomological features, and outer endocarp metabolite and protein content. About 42 metabolites were quantified, together with corresponding proteomic changes. Proteomics showed that proteins associated with disease/defense, energy, protein destination/storage, cell structure and metabolism functions were affected at precise fruit postharvest times, providing a justification to corresponding pomological/metabolite content characteristics. Bioinformatic analysis of variably represented proteins revealed a central network of interacting species, modulating metabolite level variations during postharvest fruit storage. Kiwifruit allergens were also quantified, demonstrating in some cases their highest levels at the fruit pre-commercialization stage. By lining up kiwifruit postharvest processing to a proteometabolomic depiction, this study integrates previous observations on metabolite and protein content in postharvest berries treated with specific chemical additives, and provides a reference framework for further studies on the optimization of fruit storage before its commercialization.
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Affiliation(s)
- Anna Maria Salzano
- Proteomics & Mass Spectrometry Laboratory, Istituto per il Sistema Produzione Animale In Ambiente Mediterraneo, National Research Council, Naples, Italy
| | - Giovanni Renzone
- Proteomics & Mass Spectrometry Laboratory, Istituto per il Sistema Produzione Animale In Ambiente Mediterraneo, National Research Council, Naples, Italy
| | - Anatoly P. Sobolev
- Magnetic Resonance Laboratory “Annalaura Segre”, Institute of Chemical Methodologies, National Research Council, Monterotondo, Italy
| | - Virginia Carbone
- Institute of Food Sciences, National Research Council, Avellino, Italy
| | - Milena Petriccione
- Centro di Ricerca per Olivicoltura, Frutticoltura e Agrumicoltura, Consiglio per la Ricerca in Agricoltura e l’Analisi dell’Economia Agraria, Caserta, Italy
| | - Donatella Capitani
- Magnetic Resonance Laboratory “Annalaura Segre”, Institute of Chemical Methodologies, National Research Council, Monterotondo, Italy
| | - Monica Vitale
- Proteomics & Mass Spectrometry Laboratory, Istituto per il Sistema Produzione Animale In Ambiente Mediterraneo, National Research Council, Naples, Italy
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università degli Studi di Napoli Federico II, Naples, Italy
| | - Gianfranco Novi
- Proteomics & Mass Spectrometry Laboratory, Istituto per il Sistema Produzione Animale In Ambiente Mediterraneo, National Research Council, Naples, Italy
| | - Nicola Zambrano
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università degli Studi di Napoli Federico II, Naples, Italy
- Ceinge Biotecnologie Avanzate S. C. a R. L., Naples, Italy
| | - Maria Silvia Pasquariello
- Centro di Ricerca per Olivicoltura, Frutticoltura e Agrumicoltura, Consiglio per la Ricerca in Agricoltura e l’Analisi dell’Economia Agraria, Caserta, Italy
| | - Luisa Mannina
- Magnetic Resonance Laboratory “Annalaura Segre”, Institute of Chemical Methodologies, National Research Council, Monterotondo, Italy
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, Rome, Italy
| | - Andrea Scaloni
- Proteomics & Mass Spectrometry Laboratory, Istituto per il Sistema Produzione Animale In Ambiente Mediterraneo, National Research Council, Naples, Italy
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Chen C, Zhang X, Zhang H, Ban Z, Li L, Dong C, Ji H, Xue W. Label-free quantitative proteomics to investigate the response of strawberry fruit after controlled ozone treatment. RSC Adv 2019; 9:676-689. [PMID: 35517630 PMCID: PMC9060875 DOI: 10.1039/c8ra08405j] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2018] [Accepted: 12/11/2018] [Indexed: 01/27/2023] Open
Abstract
To elucidate postharvest senescence in strawberry (Fragaria ananassa Duch. var. 'JingTaoXiang') fruit in response to ozone treatment at different concentrations (0, 2.144, 6.432, and 10.72 mg m-3), a label-free quantitative proteomic investigation was performed. Postharvest physiological quality traits including respiration rate, firmness, titratable acid, and anthocyanin content were characterized. The observed protein expression profile after storage was related to delayed senescence in strawberries. A total of 2413 proteins were identified in differentially treated strawberry fruits, and 382 proteins were differentially expressed between the four treatments on day 7 and the initial value (blank 0). Proteins related to carbohydrate and energy metabolism and anthocyanin biosynthesis, cell stress response, and fruit firmness were characterized and quantified. Ozone treatment at the concentration of 10.72 mg m-3 effectively delayed the senescence of the strawberry. The proteomic profiles were linked to physiological traits of strawberry fruit senescence to provide new insights into possible molecular mechanisms.
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Affiliation(s)
- Cunkun Chen
- Beijing Advanced Innovation Center for Food Nutrition and Human Health, College of Food Science and Nutritional Engineering, China Agricultural University Beijing China
- College of Food Science and Nutritional Engineering, China Agricultural University Beijing China
| | - Xiaojun Zhang
- National Engineering Technology Research Center for Preservation of Agricultural Products, Key Laboratory of Postharvest Physiology and Storage of Agricultural Products, Ministry of Agriculture of China, Tianjin Key Laboratory of Postharvest Physiology and Storage of Agricultural Products Tianjin China
| | - Huijie Zhang
- College of Food Engineering and Biotechnology, Tianjin University of Science and Technology Tianjin China
| | - Zhaojun Ban
- Zhejiang Provincial Key Laboratory of Chemical and Biological Processing Technology of Farm Products, Zhejiang University of Science and Technology Hangzhou China
| | - Li Li
- Key Laboratory for Agro-Products Postharvest Handling of Ministry of Agriculture, Zhejiang Key Laboratory for Agro-Food Processing, College of Biosystems Engineering and Food Science, Zhejiang University Hangzhou China
| | - Chenghu Dong
- National Engineering Technology Research Center for Preservation of Agricultural Products, Key Laboratory of Postharvest Physiology and Storage of Agricultural Products, Ministry of Agriculture of China, Tianjin Key Laboratory of Postharvest Physiology and Storage of Agricultural Products Tianjin China
| | - Haipeng Ji
- National Engineering Technology Research Center for Preservation of Agricultural Products, Key Laboratory of Postharvest Physiology and Storage of Agricultural Products, Ministry of Agriculture of China, Tianjin Key Laboratory of Postharvest Physiology and Storage of Agricultural Products Tianjin China
| | - Wentong Xue
- Beijing Advanced Innovation Center for Food Nutrition and Human Health, College of Food Science and Nutritional Engineering, China Agricultural University Beijing China
- College of Food Science and Nutritional Engineering, China Agricultural University Beijing China
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6
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iTRAQ-based quantitative proteomic analysis reveals alterations in the metabolism of Actinidia arguta. Sci Rep 2017; 7:5670. [PMID: 28720800 PMCID: PMC5515984 DOI: 10.1038/s41598-017-06074-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2017] [Accepted: 06/02/2017] [Indexed: 11/10/2022] Open
Abstract
Actinidia arguta ‘Tianyuanhong’ is a new kiwifruit variety with an all-red pericarp and pulp, in contrast to the all-green pulp of A. arguta ‘Yongfengyihao’. Transcriptome profile analysis of fruit color has been reported, however, the metabolic mechanisms producing red flesh remain unknown, and it is unclear why the pulp of ‘Tianyuanhong’ is red rather than green. Herein, we identified differences between the proteomes of two A. arguta cultivars with different fruit color by using iTRAQ-based quantitative proteomic methods during the stage of color change. In total, 2310 differentially abundant proteins were detected between the two cultivars at 70 and 100 days after flowering, and the protein functions were analyzed based on KEGG and GO. The largest group of differentially expressed proteins were related to photosynthesis, glyoxylate metabolism, N metabolism, and anthocyanin biosynthesis. Finally, to verify the iTRAQ data, 12 representative genes encoding differentially expressed proteins were analyzed via quantitative real-time PCR, and these genes differed in transcriptional and translational expression levels. Our proteomic study contributes to understanding the metabolic pathways and biological processes involved in fruit color changes in different cultivars of A. arguta. These data and analyses will provide new insight into the development of kiwifruit flesh color.
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George DS, Razali Z, Santhirasegaram V, Somasundram C. Effect of postharvest ultraviolet-C treatment on the proteome changes in fresh cut mango (Mangifera indica L. cv. Chokanan). JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2016; 96:2851-2860. [PMID: 26350493 DOI: 10.1002/jsfa.7454] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2015] [Revised: 09/03/2015] [Accepted: 09/04/2015] [Indexed: 06/05/2023]
Abstract
BACKGROUND Postharvest treatments of fruits using techniques such as ultraviolet-C have been linked with maintenance of the fruit quality as well as shelf-life extension. However, the effects of this treatment on the quality of fruits on a proteomic level remain unclear. This study was conducted in order to understand the response of mango fruit to postharvest UV-C irradiation. RESULTS Approximately 380 reproducible spots were detected following two-dimensional gel electrophoresis. Through gel analysis, 24 spots were observed to be differentially expressed in UV-C treated fruits and 20 were successfully identified via LCMS/MS. Postharvest UV-C treatment resulted in degradative effects on these identified proteins of which 40% were related to stress response, 45% to energy and metabolism and 15% to ripening and senescence. In addition, quality and shelf-life analysis of control and irradiated mangoes was evaluated. UV-C was found to be successful in retention of quality and extension of shelf-life up to 15 days. Furthermore, UV-C was also successful in increasing antioxidants (total flavonoid, reducing power and ABTS scavenging activity) in mangoes. CONCLUSION This study provides an overview of the effects of UV-C treatment on the quality of mango on a proteomic level as well as the potential of this treatment in shelf-life extension of fresh-cut fruits. © 2015 Society of Chemical Industry.
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Affiliation(s)
- Dominic Soloman George
- Institute of Biological Sciences & Centre for Research in Biotechnology for Agriculture (CEBAR), Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia
| | - Zuliana Razali
- Institute of Biological Sciences & Centre for Research in Biotechnology for Agriculture (CEBAR), Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia
| | - Vicknesha Santhirasegaram
- Institute of Biological Sciences & Centre for Research in Biotechnology for Agriculture (CEBAR), Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia
| | - Chandran Somasundram
- Institute of Biological Sciences & Centre for Research in Biotechnology for Agriculture (CEBAR), Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia
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Ahsan N, Rao RSP, Gruppuso PA, Ramratnam B, Salomon AR. Targeted proteomics: Current status and future perspectives for quantification of food allergens. J Proteomics 2016; 143:15-23. [PMID: 27113134 DOI: 10.1016/j.jprot.2016.04.018] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2015] [Revised: 04/06/2016] [Accepted: 04/18/2016] [Indexed: 11/28/2022]
Abstract
UNLABELLED Allergen levels in fresh and processed foods can vary dynamically. As different sources of foods can cause different types of allergic reactions, the food industry and regulatory bodies urgently require reliable detection and absolute quantitation methods for allergen detection in complex food products to effectively safeguard the food-allergic population. Recent advances of targeted proteomic technologies namely multiple-reaction monitoring (MRM) mass spectrometry (MS) coupled with isotope-labeled internal standard, also known as AQUA peptides offers absolute quantitation of food allergens even at 10ppb level in a multiplex fashion. However, development of successful AQUA-MRM assay relies on a number of pre and post MS criteria. In this review, we briefly describe how allergen levels could potentially change in plant and animal based foods, necessitating the development of a high throughput multiplexed allergen quantification methodology for successful AQUA-MRM assay. We also propose some future strategies that could provide better management of food allergy. BIOLOGICAL SIGNIFICANCE Given the rapid increases of food allergenicity, it has become imperative to know absolute allergen levels in foods. This essential information could be the most effective means of protecting humans suffering from allergies. In this review, we emphasize the significance of the absolute quantitation of food allergens using AQUA-MRM approach and discuss the likely critical steps for successful assay development.
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Affiliation(s)
- Nagib Ahsan
- Division of Biology and Medicine, Alpert Medical School, Brown University, Providence, RI 02903, USA; Center for Cancer Research and Development, Proteomics Core Facility, Rhode Island Hospital, Providence, RI 02903, USA.
| | - R Shyama Prasad Rao
- Biostatistics and Bioinformatics Division, Yenepoya Research Center, Yenepoya University, Mangalore 575018, India
| | - Philip A Gruppuso
- Department of Pediatrics, Rhode Island Hospital, Brown University, Providence, RI 02903, USA; Department of Molecular Biology, Cell Biology, and Biochemistry, Brown University, Providence, RI 02903, USA
| | - Bharat Ramratnam
- Division of Biology and Medicine, Alpert Medical School, Brown University, Providence, RI 02903, USA; Center for Cancer Research and Development, Proteomics Core Facility, Rhode Island Hospital, Providence, RI 02903, USA
| | - Arthur R Salomon
- Center for Cancer Research and Development, Proteomics Core Facility, Rhode Island Hospital, Providence, RI 02903, USA; Department of Molecular Biology, Cell Biology, and Biochemistry, Brown University, Providence, RI 02903, USA
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Cukrov D, Zermiani M, Brizzolara S, Cestaro A, Licausi F, Luchinat C, Santucci C, Tenori L, Van Veen H, Zuccolo A, Ruperti B, Tonutti P. Extreme Hypoxic Conditions Induce Selective Molecular Responses and Metabolic Reset in Detached Apple Fruit. FRONTIERS IN PLANT SCIENCE 2016; 7:146. [PMID: 26909091 PMCID: PMC4754620 DOI: 10.3389/fpls.2016.00146] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2015] [Accepted: 01/28/2016] [Indexed: 05/05/2023]
Abstract
The ripening physiology of detached fruit is altered by low oxygen conditions with profound effects on quality parameters. To study hypoxia-related processes and regulatory mechanisms, apple (Malus domestica, cv Granny Smith) fruit, harvested at commercial ripening, were kept at 1°C under normoxic (control) and hypoxic (0.4 and 0.8 kPa oxygen) conditions for up to 60 days. NMR analyses of cortex tissue identified eight metabolites showing significantly different accumulations between samples, with ethanol and alanine displaying the most pronounced difference between hypoxic and normoxic treatments. A rapid up-regulation of alcohol dehydrogenase and pyruvate-related metabolism (lactate dehydrogenase, pyruvate decarboxylase, alanine aminotransferase) gene expression was detected under both hypoxic conditions with a more pronounced effect induced by the lowest (0.4 kPa) oxygen concentration. Both hypoxic conditions negatively affected ACC synthase and ACC oxidase transcript accumulation. Analysis of RNA-seq data of samples collected after 24 days of hypoxic treatment identified more than 1000 genes differentially expressed when comparing 0.4 vs. 0.8 kPa oxygen concentration samples. Genes involved in cell-wall, minor and major CHO, amino acid and secondary metabolisms, fermentation and glycolysis as well as genes involved in transport, defense responses, and oxidation-reduction appeared to be selectively affected by treatments. The lowest oxygen concentration induced a higher expression of transcription factors belonging to AUX/IAA, WRKY, HB, Zinc-finger families, while MADS box family genes were more expressed when apples were kept under 0.8 kPa oxygen. Out of the eight group VII ERF members present in apple genome, two genes showed a rapid up-regulation under hypoxia, and western blot analysis showed that apple MdRAP2.12 proteins were differentially accumulated in normoxic and hypoxic samples, with the highest level reached under 0.4 kPa oxygen. These data suggest that ripe apple tissues finely and specifically modulate sensing and regulatory mechanisms in response to different hypoxic stress conditions.
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Affiliation(s)
- Dubravka Cukrov
- Istituto di Scienze della Vita, Scuola Superiore Sant'AnnaPisa, Italy
| | - Monica Zermiani
- Dipartimento di Agronomia Animali Alimenti Risorse Naturali e Ambiente, University of PadovaPadova, Italy
| | | | - Alessandro Cestaro
- Centro Ricerca e Innovazione, Fondazione Edmund Mach di San Michele all'AdigeTrento, Italy
| | - Francesco Licausi
- Istituto di Scienze della Vita, Scuola Superiore Sant'AnnaPisa, Italy
| | | | | | | | - Hans Van Veen
- Istituto di Scienze della Vita, Scuola Superiore Sant'AnnaPisa, Italy
| | - Andrea Zuccolo
- Istituto di Scienze della Vita, Scuola Superiore Sant'AnnaPisa, Italy
| | - Benedetto Ruperti
- Dipartimento di Agronomia Animali Alimenti Risorse Naturali e Ambiente, University of PadovaPadova, Italy
| | - Pietro Tonutti
- Istituto di Scienze della Vita, Scuola Superiore Sant'AnnaPisa, Italy
- *Correspondence: Pietro Tonutti
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Mellidou I, Buts K, Hatoum D, Ho QT, Johnston JW, Watkins CB, Schaffer RJ, Gapper NE, Giovannoni JJ, Rudell DR, Hertog MLATM, Nicolai BM. Transcriptomic events associated with internal browning of apple during postharvest storage. BMC PLANT BIOLOGY 2014; 14:328. [PMID: 25430515 PMCID: PMC4272543 DOI: 10.1186/s12870-014-0328-x] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2014] [Accepted: 11/07/2014] [Indexed: 05/22/2023]
Abstract
BACKGROUND Postharvest ripening of apple (Malus x domestica) can be slowed down by low temperatures, and a combination of low O2 and high CO2 levels. While this maintains the quality of most fruit, occasionally storage disorders such as flesh browning can occur. This study aimed to explore changes in the apple transcriptome associated with a flesh browning disorder related to controlled atmosphere storage using RNA-sequencing techniques. Samples from a browning-susceptible cultivar ('Braeburn') were stored for four months under controlled atmosphere. Based on a visual browning index, the inner and outer cortex of the stored apples was classified as healthy or affected tissue. RESULTS Over 600 million short single-end reads were mapped onto the Malus consensus coding sequence set, and differences in the expression profiles between healthy and affected tissues were assessed to identify candidate genes associated with internal browning in a tissue-specific manner. Genes involved in lipid metabolism, secondary metabolism, and cell wall modifications were highly modified in the affected inner cortex, while energy-related and stress-related genes were mostly altered in the outer cortex. The expression levels of several of them were confirmed using qRT-PCR. Additionally, a set of novel browning-specific differentially expressed genes, including pyruvate dehydrogenase and 1-aminocyclopropane-1-carboxylate oxidase, was validated in apples stored for various periods at different controlled atmosphere conditions, giving rise to potential biomarkers associated with high risk of browning development. CONCLUSIONS The gene expression data presented in this study will help elucidate the molecular mechanism of browning development in apples at controlled atmosphere storage. A conceptual model, including energy-related (linked to the tricarboxylic acid cycle and the electron transport chain) and lipid-related genes (related to membrane alterations, and fatty acid oxidation), for browning development in apple is proposed, which may be relevant for future studies towards improving the postharvest life of apple.
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Affiliation(s)
- Ifigeneia Mellidou
- />Division of Mechatronics, Biostatistics and Sensors, Department of Biosystems (BIOSYST), KU Leuven, Willem de Croylaan 42, bus 2428, Leuven, 3001 Belgium
| | - Kim Buts
- />Division of Mechatronics, Biostatistics and Sensors, Department of Biosystems (BIOSYST), KU Leuven, Willem de Croylaan 42, bus 2428, Leuven, 3001 Belgium
| | - Darwish Hatoum
- />Division of Mechatronics, Biostatistics and Sensors, Department of Biosystems (BIOSYST), KU Leuven, Willem de Croylaan 42, bus 2428, Leuven, 3001 Belgium
| | - Quang Tri Ho
- />Division of Mechatronics, Biostatistics and Sensors, Department of Biosystems (BIOSYST), KU Leuven, Willem de Croylaan 42, bus 2428, Leuven, 3001 Belgium
| | - Jason W Johnston
- />The New Zealand Institute for Plant & Food Research Limited, Mount Albert Research Centre, Private Bag 92169, Auckland 1142 New Zealand
| | | | - Robert J Schaffer
- />The New Zealand Institute for Plant & Food Research Limited, Mount Albert Research Centre, Private Bag 92169, Auckland 1142 New Zealand
- />The University of Auckland, Private Bag 92019, Auckland, 1142 New Zealand
| | - Nigel E Gapper
- />Department of Horticulture, Cornell University, Ithaca, NY 14853 USA
- />Boyce Thompson Institute for Plant Research, Cornell University, Ithaca, NY 14853 USA
| | - Jim J Giovannoni
- />Boyce Thompson Institute for Plant Research, Cornell University, Ithaca, NY 14853 USA
- />Plant, Soil, and Nutrition Laboratory, US Department of Agriculture/Agriculture Research Service, Ithaca, NY 14853 USA
| | - David R Rudell
- />Fruit Tree Research Laboratory, US Department of Agriculture/Agriculture Research Service, Wenatchee, WA 9880 USA
| | - Maarten LATM Hertog
- />Division of Mechatronics, Biostatistics and Sensors, Department of Biosystems (BIOSYST), KU Leuven, Willem de Croylaan 42, bus 2428, Leuven, 3001 Belgium
| | - Bart M Nicolai
- />Division of Mechatronics, Biostatistics and Sensors, Department of Biosystems (BIOSYST), KU Leuven, Willem de Croylaan 42, bus 2428, Leuven, 3001 Belgium
- />Flanders Centre of Postharvest Technology, Willem de Croylaan 42, Leuven, 3001 Belgium
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O'Donovan SM, O'Mara S, Dunn MJ, McLoughlin DM. The persisting effects of electroconvulsive stimulation on the hippocampal proteome. Brain Res 2014; 1593:106-16. [PMID: 25451099 DOI: 10.1016/j.brainres.2014.10.020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2014] [Revised: 09/23/2014] [Accepted: 10/13/2014] [Indexed: 01/24/2023]
Abstract
Electroconvulsive therapy (ECT) is the most acutely effective treatment available for severe depression. However, its mechanism of action is not fully understood. Elucidating the protein changes induced in the brain by ECT will enhance our understanding of this antidepressant therapy. Electroconvulsive stimulation (ECS), the animal analogue of ECT, was administered to rats to determine the proteomic changes induced in the hippocampus, a region of the brain implicated in the biology of depression and its treatment. Two-dimensional difference in gel electrophoresis (2D-DiGE) and liquid chromatography tandem mass spectrometry (LC-MS/MS) methods were applied to identify differentially expressed proteins following acute (×1 treatment), chronic (×10 treatments) or chronic(+4 weeks) (×10 treatments plus 4 weeks later) ECS. Administration of acute, chronic and chronic(+4 weeks) ECS induced significant changes in multiple DiGE gel protein spots. Interestingly, the largest number of differentially expressed protein spots was identified following chronic(+4 weeks) ECS. Following protein identification by LC-MS/MS, gene ontology analysis primarily implicated proteins with cytoskeletal and metabolism-related roles in the action of ECS. Immunoblotting confirmed the changes in abundance of the cytoskeletal protein actin following chronic(+4 weeks) ECS. Overall, chronic(+4 weeks) ECS was particularly effective at inducing longer-lasting changes in the abundance of hippocampal proteins with cytoskeletal and metabolism roles. These results suggest a role for persisting cytoskeletal-related neuroplastic changes in the action of ECS and may be informative as to the antidepressant mechanisms of ECT in patients with depression.
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Affiliation(s)
- Sinead M O'Donovan
- Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin 2, Ireland
| | - Shane O'Mara
- Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin 2, Ireland
| | - Michael J Dunn
- Conway Institute, University College Dublin, Belfield, Dublin 4, Ireland
| | - Declan M McLoughlin
- Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin 2, Ireland; Department of Psychiatry, Trinity College Dublin, St. Patrick׳s University Hospital, James׳s Street, Dublin 8, Ireland.
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12
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Liu X, Zhai R, Feng W, Zhang S, Wang Z, Qiu Z, Zhang J, Ma F, Xu L. Proteomic analysis of 'Zaosu' pear (Pyrus bretschneideri Rehd.) and its early-maturing bud sport. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2014; 224:120-35. [PMID: 24908513 DOI: 10.1016/j.plantsci.2014.04.012] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2014] [Revised: 04/13/2014] [Accepted: 04/16/2014] [Indexed: 05/09/2023]
Abstract
Maturation of fruits involves a series of physiological, biochemical, and organoleptic changes that eventually make fleshy fruits attractive, palatable, and nutritional. In order to understand the mature mechanism of the early-maturing bud sport of 'Zaosu' pear, we analyzed the differences of proteome expression between the both pears in different mature stages by the methods of a combination of two-dimensional electrophoresis (2-DE) and matrix assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) analysis. Seventy-five differential expressed protein spots (p<0.05) were obtained between 'Zaosu' pear and its early-maturing bud sport, but only sixty-eight were demonstratively identified in the database of NCBI and uniprot. The majority of proteins were linked to metabolism, energy, stress response/defense and cell structure. Additionally, our data confirmed an increase of proteins related to cell-wall modification, oxidative stress and pentose phosphate metabolism and a decrease of proteins related to photosynthesis and glycolysis during the development process of both pears, but all these proteins increased or decreased faster in the early-maturing bud sport. This comparative analysis between both pears showed that these proteins were closely associated with maturation and could provide more detailed characteristics of the maturation process of both pears.
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Affiliation(s)
- Xueting Liu
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Rui Zhai
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Wenting Feng
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Shiwei Zhang
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Zhigang Wang
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Zonghao Qiu
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Junke Zhang
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Fengwang Ma
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China
| | - Lingfei Xu
- College of Horticulture, Northwest A&F University, Yangling, Shaanxi 712100, China; Key Laboratory of Horticultural Plant Biology and Germplasm Innovation in Northwest China, Ministry of Agriculture, Yangling, Shaanxi 712100, China.
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Molassiotis A, Tanou G, Filippou P, Fotopoulos V. Proteomics in the fruit tree science arena: new insights into fruit defense, development, and ripening. Proteomics 2014; 13:1871-84. [PMID: 23986917 DOI: 10.1002/pmic.201200428] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Fruit tree crops are agricultural commodities of high economic importance, while fruits also represent one of the most vital components of the human diet. Therefore, a great effort has been made to understand the molecular mechanisms covering fundamental biological processes in fruit tree physiology and fruit biology. Thanks to the development of cutting-edge "omics" technologies such as proteomic analysis, scientists now have powerful tools to support traditional fruit tree research. Such proteomic analyses are establishing high-density 2DE reference maps and peptide mass fingerprint databases that can lead fruit science into a new postgenomic research era. Here, an overview of the application of proteomics in key aspects of fruit tree physiology as well as in fruit biology, including defense responses to abiotic and biotic stress factors, is presented. A panoramic view of ripening-related proteins is also discussed, as an example of proteomic application in fruit science.
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14
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Buts K, Michielssens S, Hertog MLATM, Hayakawa E, Cordewener J, America AHP, Nicolai BM, Carpentier SC. Improving the identification rate of data independent label-free quantitative proteomics experiments on non-model crops: a case study on apple fruit. J Proteomics 2014; 105:31-45. [PMID: 24565695 DOI: 10.1016/j.jprot.2014.02.015] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2013] [Revised: 01/23/2014] [Accepted: 02/14/2014] [Indexed: 11/28/2022]
Abstract
UNLABELLED Complex peptide extracts from non-model crops are troublesome for proper identification and quantification. To increase the identification rate of label free DIA experiments of Braeburn apple a new workflow was developed where a DDA database was constructed and linked to the DIA data. At a first level, parent masses found in DIA were searched in the DDA database based on their mass to charge ratio and retention time; at a second level, masses of fragmentation ions were compared for each of the linked spectrum. Following this workflow, a tenfold increase of peptides was identified from a single DIA run. As proof of principle, the designed workflow was applied to determine the changes during a storage experiment, achieving a two-fold identification increase in the number of significant peptides. The corresponding protein families were divided into nine clusters, representing different time profiles of changes in abundances during storage. Up-regulated protein families already show a glimpse of important pathways affecting aging during long-term storage, such as ethylene synthesis, and responses to abiotic stresses and their influence on the central metabolism. BIOLOGICAL SIGNIFICANCE Proteomics research on non-model crops causes additional difficulties in identifying the peptides present in, often complex, samples. This work proposes a new workflow to retrieve more identifications from a set of quantitative data, based on linking DIA and DDA data at two consecutive levels. As proof of principle, a storage experiment on Braeburn apple resulted in twice as much identified storage related peptides. Important proteins involved in central metabolism and stress are significantly up-regulated after long term storage. This article is part of a Special Issue entitled: Proteomics of non-model organisms.
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Affiliation(s)
- Kim Buts
- BIOSYST-MeBioS, KU Leuven, Belgium.
| | - Servaas Michielssens
- Quantum Chemistry and Physical Chemistry Section, KU Leuven, Belgium; Computational Biomolecular Dynamics Group, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany
| | | | - Eisuke Hayakawa
- Research Group of Functional Genomics and Proteomics, KU Leuven, Belgium
| | | | | | - Bart M Nicolai
- BIOSYST-MeBioS, KU Leuven, Belgium; Flanders Centre of Postharvest Technology, Leuven, Belgium
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15
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Proteomics-based allergen analysis in plants. J Proteomics 2013; 93:40-9. [PMID: 23568023 DOI: 10.1016/j.jprot.2013.03.018] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2012] [Revised: 03/16/2013] [Accepted: 03/19/2013] [Indexed: 01/12/2023]
Abstract
UNLABELLED Plants may trigger hypersensitivity reactions when individuals with allergies consume foods derived from plant materials or inhale plant pollen. As each plant food or pollen contains multiple allergens, proteomics is a powerful tool to detect the allergens present. Allergen-targeted proteomics, termed allergenomics, has been used for comprehensive identification and/or quantification of plant allergens, because it is a simple and inexpensive tool for rapid detection of proteins that bind to IgE. There are increasing numbers of reports on the applications of allergenomics. In this review, we outline some of the applications of proteomics, including: (i) identification of novel allergens, (ii) allergic diagnoses, (iii) quantification of allergens, and (iv) natural diversity of allergens, and finally discuss (v) the use of allergenomics for safety assessment of genetically modified (GM) plants. BIOLOGICAL SIGNIFICANCE Recently, the number of allergic patients is increasing. Therefore, a comprehensive analysis of allergens (allergenomics) in plants is highly important for not only risk assessment of food plants but also diagnosis of allergic symptoms. In this manuscript, we reviewed the recent progress of allergenomics for identification, quantification and profiling of allergens. This article is part of a Special Issue entitled: Translational Plant Proteomics.
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16
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Vallverdú-Queralt A, Oms-Oliu G, Odriozola-Serrano I, Lamuela-Raventós RM, Martín-Belloso O, Elez-Martínez P. Metabolite profiling of phenolic and carotenoid contents in tomatoes after moderate-intensity pulsed electric field treatments. Food Chem 2013; 136:199-205. [DOI: 10.1016/j.foodchem.2012.07.108] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2012] [Revised: 07/09/2012] [Accepted: 07/24/2012] [Indexed: 10/28/2022]
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17
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Dowd WW. Challenges for Biological Interpretation of Environmental Proteomics Data in Non-model Organisms. Integr Comp Biol 2012; 52:705-20. [DOI: 10.1093/icb/ics093] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
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18
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Translational plant proteomics: a perspective. J Proteomics 2012; 75:4588-601. [PMID: 22516432 DOI: 10.1016/j.jprot.2012.03.055] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2011] [Revised: 02/25/2012] [Accepted: 03/25/2012] [Indexed: 11/21/2022]
Abstract
Translational proteomics is an emerging sub-discipline of the proteomics field in the biological sciences. Translational plant proteomics aims to integrate knowledge from basic sciences to translate it into field applications to solve issues related but not limited to the recreational and economic values of plants, food security and safety, and energy sustainability. In this review, we highlight the substantial progress reached in plant proteomics during the past decade which has paved the way for translational plant proteomics. Increasing proteomics knowledge in plants is not limited to model and non-model plants, proteogenomics, crop improvement, and food analysis, safety, and nutrition but to many more potential applications. Given the wealth of information generated and to some extent applied, there is the need for more efficient and broader channels to freely disseminate the information to the scientific community. This article is part of a Special Issue entitled: Translational Proteomics.
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19
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Nogueira SB, Labate CA, Gozzo FC, Pilau EJ, Lajolo FM, Oliveira do Nascimento JR. Proteomic analysis of papaya fruit ripening using 2DE-DIGE. J Proteomics 2011; 75:1428-39. [PMID: 22134357 DOI: 10.1016/j.jprot.2011.11.015] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2011] [Revised: 10/20/2011] [Accepted: 11/14/2011] [Indexed: 01/14/2023]
Abstract
Papayas have a very short green life as a result of their rapid pulp softening as well as their susceptibility to physical injury and mold growth. The ripening-related changes take place very quickly, and there is a continued interest in the reduction of postharvest losses. Proteins have a central role in biological processes, and differential proteomics enables the discrimination of proteins affected during papaya ripening. A comparative analysis of the proteomes of climacteric and pre-climacteric papayas was performed using 2DE-DIGE. Third seven proteins corresponding to spots with significant differences in abundance during ripening were submitted to MS analysis, and 27 proteins were identified and classified into six main categories related to the metabolic changes occurring during ripening. Proteins from the cell wall (alpha-galactosidase and invertase), ethylene biosynthesis (methionine synthase), climacteric respiratory burst, stress response, synthesis of carotenoid precursors (hydroxymethylbutenyl 4-diphosphate synthase, GcpE), and chromoplast differentiation (fibrillin) were identified. There was some correspondence between the identified proteins and the data from previous transcript profiling of papaya fruit, but new, accumulated proteins were identified, which reinforces the importance of differential proteomics as a tool to investigate ripening and provides potentially useful information for maintaining fruit quality and minimizing postharvest losses.
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Affiliation(s)
- Silvia Beserra Nogueira
- Laboratório de Química, Bioquímica e Biologia Molecular de Alimentos, FCF, Universidade de São Paulo, SP, Brazil
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Palma JM, Corpas FJ, del Río LA. Proteomics as an approach to the understanding of the molecular physiology of fruit development and ripening. J Proteomics 2011; 74:1230-43. [PMID: 21524723 DOI: 10.1016/j.jprot.2011.04.010] [Citation(s) in RCA: 115] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2010] [Revised: 04/05/2011] [Accepted: 04/11/2011] [Indexed: 11/24/2022]
Abstract
Fruit ripening is a developmental complex process which occurs in higher plants and involves a number of stages displayed from immature to mature fruits that depend on the plant species and the environmental conditions. Nowadays, the importance of fruit ripening comes mainly from the link between this physiological process in plants and the economic repercussions as a result of one of the human activities, the agricultural industry. In most cases, fruit ripening is accompanied by colour changes due to different pigment content and increases in sugar levels, among others. Major physiological modifications that affect colour, texture, flavour, and aroma are under the control of both external (light and temperature) and internal (developmental gene regulation and hormonal control) factors. Due to the huge amount of metabolic changes that take place during ripening in fruits from higher plants, the accomplishment of new throughput methods which can provide a global evaluation of this process would be desirable. Differential proteomics of immature and mature fruits would be a useful tool to gain information on the molecular changes which occur during ripening, but also the investigation of fruits at different ripening stages will provide a dynamic picture of the whole transformation of fruits. This subject is furthermore of great interest as many fruits are essential for human nutrition. Thus far different maturation profiles have been reported specific for each crop species. In this work, a thorough review of the proteomic database from fruit development and maturation of important crop species will be updated to understand the molecular physiology of fruits at ripening stages.
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Affiliation(s)
- José M Palma
- Departmento de Bioquímica, Biología Celular y Molecular de Plantas, Estación Experimental del Zaidín, CSIC, Apartado 419, 18080 Granada, Spain.
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Lara MV, Budde CO, Porrini L, Borsani J, Murray R, Andreo CS, Drincovich MF. Peach (Prunus Persica) Fruit Response to Anoxia: Reversible Ripening Delay and Biochemical Changes. ACTA ACUST UNITED AC 2010; 52:392-403. [DOI: 10.1093/pcp/pcq200] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
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